{"id":"W4390474819","doi":"10.1007/978-981-99-6199-3_8","title":"Learning to Assess","year":2023,"lang":"en","type":"book-chapter","venue":"Teacher education, learning innovation and accountability","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Embodied cognition; Experiential learning; Mathematics education; Pedagogy; Futures contract; Feeling; Teacher education; Psychology; Sociology; Engineering ethics; Epistemology; Engineering; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00169647,0.0004366287,0.0004084958,0.0005674755,0.0003881257,0.0001644325,0.0002714143,0.000533124,0.01337311],"category_scores_gemma":[0.0005482305,0.0004381002,0.00007321486,0.0005758457,0.0001296217,0.0001498909,0.0001030915,0.001738117,0.003006624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002119349,"about_ca_system_score_gemma":0.0003690374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001236168,"about_ca_topic_score_gemma":0.00001127442,"domain_scores_codex":[0.9972109,0.0001896413,0.000805613,0.00103102,0.0004158333,0.0003470147],"domain_scores_gemma":[0.9976966,0.0003338446,0.000489824,0.0004545338,0.0008870904,0.0001380711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007249291,0.0007029425,0.2459751,0.0001184041,0.000161346,0.000001112413,0.009087818,0.00002147252,0.00005887752,0.5067337,0.0675423,0.1695245],"study_design_scores_gemma":[0.0001425739,0.0001170336,0.3572587,0.00008099536,0.00003132442,0.000005823981,0.003385571,0.000002497278,7.976371e-7,0.02301944,0.6155156,0.0004396312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2388776,0.00009815977,0.0001106378,0.003032073,0.002892351,0.0006441898,0.00001073151,0.0004963048,0.7538379],"genre_scores_gemma":[0.2101997,0.00001431876,0.0002265286,0.001221373,0.0009003907,0.0002086278,0.0006304424,0.00008747778,0.7865112],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5479733,"threshold_uncertainty_score":0.9998071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268151833842524,"score_gpt":0.4306683387608192,"score_spread":0.3038531553765669,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}